Prompt improved by Handit’s autonomous engine in the node generateResponse of Coffee Shop Bot

[handit-ai]

🤖 Autonomous Prompt Optimization by handit.ai

Agent: Coffee Shop Bot
Node: generateResponse
Date: 2025-08-05

🔍 Detected Issue

Trace URL: View full execution trace

🧪 Evaluation Findings

Hallucination & Factual Accuracy Evaluation flagged:

• The response contains fabricated details about pink mugs that are not supported by the inventory list provided. There is no mention of pink mugs in the inventory, and the specific claims about the Vintage Style Mug and Oversized Coffee Mug being available in pink are hallucinated.

Correctness Evaluation flagged:

• The generated response contains factual inaccuracies regarding the inventory details. There is no mention of pink mugs in the provided inventory, yet the response specifies Vintage Style Mug and Oversized Coffee Mug in pink, which is not supported by the inventory details.

Coherence Evaluation flagged:

• The extracted output effectively addresses the user's request for pink mugs by offering two options that are currently in stock, each with a brief description and price. The upselling strategy is employed by suggesting the more expensive Oversized Coffee Mug first, in line with the sales rules. However, there's a slight oversight as the descriptions do not explicitly mention the color pink, though it's implied in the user prompt. The flow of the conversation is logical and coherent, maintaining clarity and a natural upselling approach throughout.

💡 Applied Insights

Problem Detected

The prompt lacks specific guidance on how to handle stock limitations.

Solution Proposed

Include instructions on how to address out-of-stock items effectively.

📈 Performance Improvements

Metric	Before	After	Improvement
Accuracy	46%	88%	↗️ +42%
Hallucination & Factual Accuracy Evaluation	44%	87%	📊 42% (stabilized)
Correctness Evaluation	47%	90%	↗️ +43%
Coherence Evaluation	46%	91%	↗️ +45%

Overall Performance Boost: ↗️ +42%

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🤖 Automatically generated by handit.ai Autonomous Engineer - Your AI system's performance optimization partner